{"id":"W4415406059","doi":"10.1145/3771938","title":"PoCo: Extending Task-Parallel HLS Programming with Shared Multi- <i>P</i> r <i>o</i> ducer Multi- <i>Co</i> nsumer Buffer Support","year":2025,"lang":"en","type":"article","venue":"ACM Transactions on Reconfigurable Technology and Systems","topic":"Parallel Computing and Optimization Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Dataflow; Scalability; Abstraction; Task (project management); Routing (electronic design automation); Field-programmable gate array; Reduction (mathematics); Design flow","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008362768,0.0007243552,0.0002991705,0.00034219,0.0003126614,0.001107375,0.001796826,0.0004505878,0.003649587],"category_scores_gemma":[0.001496136,0.0004535516,0.0007881487,0.000304579,0.0006877341,0.001302001,0.001528059,0.001036561,0.0006303311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00052138,"about_ca_system_score_gemma":0.001705064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001889831,"about_ca_topic_score_gemma":0.003634023,"domain_scores_codex":[0.9995641,0.00008655737,0.00003091692,0.00007757635,0.0001633047,0.00007763822],"domain_scores_gemma":[0.9993349,0.0001998178,0.00008542905,0.0002273921,0.00009023468,0.00006231215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005148614,0.0002896449,0.004295615,0.0007271807,0.0001177616,0.0006276645,0.0007322476,0.4144742,0.05486547,0.1322546,0.01843673,0.372664],"study_design_scores_gemma":[0.00007804717,0.0002063552,0.0003364028,0.00004775098,0.00004080005,0.000174523,0.00005714532,0.9008915,0.01817649,0.03741027,0.04255044,0.00003021233],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01671246,0.0001422919,0.971208,0.0001605585,0.00005208515,0.0001397309,0.0001159859,0.004733212,0.006735689],"genre_scores_gemma":[0.3537322,0.0004607282,0.6340696,0.0003829657,0.00006171408,0.0004375338,0.0005836742,0.001760699,0.008510831],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003649587,"threshold_uncertainty_score":0.01220912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02179760249962882,"score_gpt":0.2780463524000699,"score_spread":0.2562487499004411,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}